{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Bayesian test 1H0707-495(08-4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import math\n",
    "import matplotlib.pyplot as plt\n",
    "from scipy.fftpack import fft,ifft\n",
    "import pandas as pd\n",
    "from scipy.optimize import minimize\n",
    "from scipy.optimize import basinhopping\n",
    "from iminuit import Minuit\n",
    "\n",
    "import emcee\n",
    "from pprint import pprint\n",
    "import time\n",
    "from multiprocessing import Pool\n",
    "\n",
    "import random"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 似然函数 p; D = -2 ln p\n",
    "\n",
    "def twi_minus_loglikelihood(log_A,log_f_b,alpha_H,poisson):\n",
    "    alpha_L = 1.0\n",
    "    \n",
    "    perdata084 = pd.read_csv(\"perlist084.csv\")\n",
    "    f = perdata084['f']\n",
    "    per = perdata084['per']\n",
    "            \n",
    "    model = []\n",
    "    f_length = len(f)\n",
    "    for i in range(f_length):\n",
    "        model.append(((f[i]**(-alpha_L))/(1+(f[i]/(10**log_f_b))**(alpha_H-alpha_L)))*(10**log_A)+poisson)\n",
    "     \n",
    "    \n",
    "    length = len(perdata084)\n",
    "    minus_log_p = 0\n",
    "    for i in range(length):\n",
    "        minus_log_p += (per[i]/model[i]+math.log(model[i]))\n",
    "    \n",
    "    \n",
    "    D = 2*minus_log_p\n",
    "    # print (D)\n",
    "    return D"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<hr>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<table>\n",
       "    <tr>\n",
       "        <td title=\"Minimum value of function\">FCN = 2264.8930570698017</td>\n",
       "        <td title=\"Total number of call to FCN so far\">TOTAL NCALL = 434</td>\n",
       "        <td title=\"Number of call in last migrad\">NCALLS = 434</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td title=\"Estimated distance to minimum\">EDM = 6.619462158838226e-06</td>\n",
       "        <td title=\"Maximum EDM definition of convergence\">GOAL EDM = 1e-05</td>\n",
       "        <td title=\"Error def. Amount of increase in FCN to be defined as 1 standard deviation\">\n",
       "        UP = 1.0</td>\n",
       "    </tr>\n",
       "</table>\n",
       "<table>\n",
       "    <tr>\n",
       "        <td align=\"center\" title=\"Validity of the migrad call\">Valid</td>\n",
       "        <td align=\"center\" title=\"Validity of parameters\">Valid Param</td>\n",
       "        <td align=\"center\" title=\"Is Covariance matrix accurate?\">Accurate Covar</td>\n",
       "        <td align=\"center\" title=\"Positive definiteness of covariance matrix\">PosDef</td>\n",
       "        <td align=\"center\" title=\"Was covariance matrix made posdef by adding diagonal element\">Made PosDef</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "        <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "        <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "        <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "        <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td align=\"center\" title=\"Was last hesse call fail?\">Hesse Fail</td>\n",
       "        <td align=\"center\" title=\"Validity of covariance\">HasCov</td>\n",
       "        <td align=\"center\" title=\"Is EDM above goal EDM?\">Above EDM</td>\n",
       "        <td align=\"center\"></td>\n",
       "        <td align=\"center\" title=\"Did last migrad call reach max call limit?\">Reach calllim</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "        <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "        <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "        <td align=\"center\"></td>\n",
       "        <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "    </tr>\n",
       "</table>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<table>\n",
       "    <tr>\n",
       "        <td><a href=\"#\" onclick=\"$('#pJzIQTLhqV').toggle()\">+</a></td>\n",
       "        <td title=\"Variable name\">Name</td>\n",
       "        <td title=\"Value of parameter\">Value</td>\n",
       "        <td title=\"Hesse error\">Hesse Error</td>\n",
       "        <td title=\"Minos lower error\">Minos Error-</td>\n",
       "        <td title=\"Minos upper error\">Minos Error+</td>\n",
       "        <td title=\"Lower limit of the parameter\">Limit-</td>\n",
       "        <td title=\"Upper limit of the parameter\">Limit+</td>\n",
       "        <td title=\"Is the parameter fixed in the fit\">Fixed?</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>0</td>\n",
       "        <td>log_A</td>\n",
       "        <td>-1.0406</td>\n",
       "        <td>0.308354</td>\n",
       "        <td></td>\n",
       "        <td></td>\n",
       "        <td>-3</td>\n",
       "        <td>-1</td>\n",
       "        <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>log_f_b</td>\n",
       "        <td>-3.92349</td>\n",
       "        <td>0.287678</td>\n",
       "        <td></td>\n",
       "        <td></td>\n",
       "        <td>-5</td>\n",
       "        <td>-2</td>\n",
       "        <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>alpha_H</td>\n",
       "        <td>2.41422</td>\n",
       "        <td>0.276447</td>\n",
       "        <td></td>\n",
       "        <td></td>\n",
       "        <td>2</td>\n",
       "        <td>5</td>\n",
       "        <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>3</td>\n",
       "        <td>poisson</td>\n",
       "        <td>1.86347</td>\n",
       "        <td>0.117911</td>\n",
       "        <td></td>\n",
       "        <td></td>\n",
       "        <td>0</td>\n",
       "        <td>2</td>\n",
       "        <td>No</td>\n",
       "    </tr>\n",
       "</table>\n",
       "<pre id=\"pJzIQTLhqV\" style=\"display:none;\">\n",
       "<textarea rows=\"14\" cols=\"50\" onclick=\"this.select()\" readonly>\n",
       "\\begin{tabular}{|c|r|r|r|r|r|r|r|c|}\n",
       "\\hline\n",
       " & Name & Value & Hesse Error & Minos Error- & Minos Error+ & Limit- & Limit+ & Fixed?\\\\\n",
       "\\hline\n",
       "0 & $log_{A}$ & -1.0406 & 0.308354 &  &  & -3.0 & -1 & No\\\\\n",
       "\\hline\n",
       "1 & log $f_{b}$ & -3.92349 & 0.287678 &  &  & -5.0 & -2 & No\\\\\n",
       "\\hline\n",
       "2 & $\\alpha_{H}$ & 2.41422 & 0.276447 &  &  & 2.0 & 5 & No\\\\\n",
       "\\hline\n",
       "3 & poisson & 1.86347 & 0.117911 &  &  & 0.0 & 2 & No\\\\\n",
       "\\hline\n",
       "\\end{tabular}\n",
       "</textarea>\n",
       "</pre>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<hr>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2264.8930570698017\n"
     ]
    }
   ],
   "source": [
    "m=Minuit(twi_minus_loglikelihood,log_A=math.log(0.005,10),log_f_b=math.log(1.7E-4,10),alpha_H=3.8,poisson=0.8,\n",
    "         error_log_A=0.1,error_log_f_b=0.1,error_alpha_H=0.01,error_poisson=0.01,\n",
    "         limit_log_A=(-3,-1), limit_log_f_b=(-5,-2),limit_alpha_H=(2.0,5.0),limit_poisson=(0,2),\n",
    "         errordef=1)\n",
    "\n",
    "m.migrad()\n",
    "\n",
    "pprint(m.fval)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "perdata084 = pd.read_csv(\"perlist084.csv\")\n",
    "f = perdata084['f']\n",
    "per = perdata084['per']\n",
    "\n",
    "alpha_L = 1.0\n",
    "log_A,log_f_b,alpha_H,poisson = m.values[0],m.values[1],m.values[2],m.values[3]\n",
    "\n",
    "model = []\n",
    "R_obs = []\n",
    "T_SSE_obs = 0\n",
    "f_length = len(f)\n",
    "for i in range(f_length):\n",
    "    model.append(((f[i]**(-alpha_L))/(1+(f[i]/(10**log_f_b))**(alpha_H-alpha_L)))*(10**log_A)+poisson)\n",
    "    R_obs.append(2*per[i]/model[i])\n",
    "    T_SSE_obs += (((per[i]-model[i])/model[i])**2)\n",
    "    \n",
    "plt.figure(figsize=(10,8))\n",
    "plt.loglog()\n",
    "plt.step(f, per, color=\"b\", alpha=0.5, linewidth=1)\n",
    "plt.plot(f, model, color=\"r\", linewidth=1)\n",
    "plt.xlabel(\"frequency\",fontsize=15)\n",
    "plt.ylabel(\"power\",fontsize=15)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "T_R = 13.630182295559564\n",
      "T_SSE = 560.9996039096533\n"
     ]
    }
   ],
   "source": [
    "# 两个统计量\n",
    "T_R_obs = max(R_obs)\n",
    "print (\"T_R =\", T_R_obs)\n",
    "print (\"T_SSE =\", T_SSE_obs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 5000条光变曲线\n",
    "\n",
    "df = 0.01/f_length\n",
    "N = 2*f_length\n",
    "\n",
    "\n",
    "counts_list=[None for i in range(5000)]\n",
    "for a in range(5000): \n",
    "    omega = []\n",
    "    POW = []\n",
    "    DFT = []\n",
    "    fr = []\n",
    "    fi = []\n",
    "    f1 = []\n",
    "    for j in range(1,N+1):\n",
    "        omega.append(j*df)\n",
    "        POW.append(((omega[-1]**(-alpha_L))/(1+(omega[-1]/(10**log_f_b))**(alpha_H-alpha_L)))*(10**log_A)+poisson)\n",
    "        DFT.append(complex(np.sqrt(POW[-1]*0.5),np.sqrt(POW[-1]*0.5)))\n",
    "        s1=np.random.normal(loc=0.0, scale=1.0, size=None)\n",
    "        s2=np.random.normal(loc=0.0, scale=1.0, size=None)\n",
    "        fr.append((DFT[-1].real)*s1)\n",
    "        fi.append((DFT[-1].imag)*s2)\n",
    "        f1.append(complex(fr[-1],fi[-1]))\n",
    "    counts = ifft(f1)\n",
    "    counts_list[a] = counts\n",
    "    \n",
    "    \n",
    "#周期图\n",
    "per_list=[None for i in range(5000)]\n",
    "TR_list=[]\n",
    "TSSE_list=[]\n",
    "n_TR = 0\n",
    "n_TSSE = 0\n",
    "\n",
    "for a in range(5000):\n",
    "    dft = fft(counts_list[a])\n",
    "    dft1 = dft[0:f_length]\n",
    "    per_simu = (abs(dft1)**2)\n",
    "    per_list[a] = per_simu\n",
    "    R_simu = []\n",
    "    T_SSE_simu = 0\n",
    "    for i in range(f_length):\n",
    "        R_simu.append(2*per_simu[i]/model[i])\n",
    "        T_SSE_simu += (((per_simu[i]-model[i])/model[i])**2)\n",
    "    TR_list.append(max(R_simu))\n",
    "    TSSE_list.append(T_SSE_simu)\n",
    "    if TR_list[-1]>T_R_obs:\n",
    "        n_TR += 1\n",
    "    if TSSE_list[-1]>T_SSE_obs:\n",
    "        n_TSSE += 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pc = n_TR/5000\n",
    "p_TR = (\"%.2f\" % pc)\n",
    "fig = plt.figure(figsize=(10,8))\n",
    "ax = fig.add_subplot(111)\n",
    "plt.hist(TR_list, bins=20, density=True, color=\"b\", edgecolor='k')\n",
    "plt.axvline(T_R_obs, color=\"r\", linewidth=2)\n",
    "plt.text(0.9, 0.9,'p=%s'%p_TR, color='red', ha='center', transform=ax.transAxes, fontsize=20)\n",
    "ax.set_xlabel(\"$T_R\\ statistic$\",fontsize=15)\n",
    "ax.set_ylabel(\"Density\",fontsize=15)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pc = n_TSSE/5000\n",
    "p_TSSE = (\"%.2f\" % pc)\n",
    "fig = plt.figure(figsize=(10,8))\n",
    "ax = fig.add_subplot(111)\n",
    "plt.hist(TSSE_list, bins=20, density=True, color=\"b\", edgecolor='k')\n",
    "plt.axvline(T_SSE_obs, color=\"r\", linewidth=2)\n",
    "plt.text(0.9, 0.9,'p=%s'%p_TSSE, color='red', ha='center', transform=ax.transAxes, fontsize=20)\n",
    "ax.set_xlabel(\"$T_{SSE}\\ statistic$\",fontsize=15)\n",
    "ax.set_ylabel(\"Density\",fontsize=15)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 均匀先验\n",
    "\n",
    "def lnprior(theta):\n",
    "    log_A,log_f_b,alpha_H,poisson = theta\n",
    "    alpha_L = 1.0\n",
    "    if -3 < log_A < -0.5 and -5 < log_f_b < -2 and 2.0 < alpha_H < 5.0 and 0.0 < poisson < 3.0:\n",
    "        return 0.0\n",
    "    return -np.inf\n",
    "\n",
    "# 后验概率？\n",
    "\n",
    "def lnprob(theta):\n",
    "    log_A,log_f_b,alpha_H,poisson = theta\n",
    "    lp = lnprior(theta)\n",
    "    if not np.isfinite(lp):\n",
    "        return -np.inf\n",
    "    return (lp - 0.5* twi_minus_loglikelihood(log_A,log_f_b,alpha_H,poisson))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[##############################]\n",
      "Serial took 674.0 seconds\n"
     ]
    }
   ],
   "source": [
    "# emcee\n",
    "\n",
    "ndim, nwalkers = 4, 100\n",
    "pos = [[m.values[0],m.values[1],m.values[2],m.values[3]] + 1e-4*np.random.randn(ndim) for i in range(nwalkers)]\n",
    "sampler = emcee.EnsembleSampler(nwalkers, ndim, lnprob)\n",
    "\n",
    "\n",
    "# 显示进度并记录时间\n",
    "import sys\n",
    "\n",
    "nsteps = 500\n",
    "width = 30\n",
    "start = time.time()\n",
    "for i, result in enumerate(sampler.sample(pos, iterations=nsteps)):\n",
    "    z = int((width+1) * float(i) / nsteps)\n",
    "    sys.stdout.write(\"\\r[{0}{1}]\".format('#' * z, ' ' * (width - z)))\n",
    "sys.stdout.write(\"\\n\")\n",
    "end = time.time()\n",
    "multi_time = end - start\n",
    "print(\"Serial took {0:.1f} seconds\".format(multi_time))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x504 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(4, figsize=(10, 7), sharex=True)\n",
    "samples = sampler.chain\n",
    "labels = [\"log_A\", \"log_f_b\", \"alpha_H\",\"poisson\"]\n",
    "for i in range(ndim):\n",
    "    ax = axes[i]\n",
    "    ax.plot(np.transpose(samples[:,:,i]), \"k\", alpha=0.3)\n",
    "    ax.set_xlim(0, len(samples[1]))\n",
    "    ax.set_ylabel(labels[i])\n",
    "    ax.yaxis.set_label_coords(-0.1, 0.5)\n",
    "\n",
    "axes[-1].set_xlabel(\"step number\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/latex": [
       "$$\\mathrm{log A} = -1.01489_{-0.23003} ^{+0.27052}$$"
      ],
      "text/plain": [
       "<IPython.core.display.Math object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/latex": [
       "$$\\mathrm{log f_b} = -3.94053_{-0.33328} ^{+0.28121}$$"
      ],
      "text/plain": [
       "<IPython.core.display.Math object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/latex": [
       "$$\\mathrm{alpha_H} = 2.42687_{-0.23873} ^{+0.34274}$$"
      ],
      "text/plain": [
       "<IPython.core.display.Math object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/latex": [
       "$$\\mathrm{poisson} = 1.88169_{-0.11579} ^{+0.11715}$$"
      ],
      "text/plain": [
       "<IPython.core.display.Math object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "samples = sampler.chain[:, 100:, :].reshape((-1, ndim))\n",
    "\n",
    "labels = [\"log A\", \"log f_b\", \"alpha_H\",\"poisson\"]\n",
    "\n",
    "from IPython.display import display, Math\n",
    "\n",
    "for i in range(ndim):\n",
    "    mcmc = np.percentile(samples[:, i], [16, 50, 84])\n",
    "    q = np.diff(mcmc)\n",
    "    txt = \"\\mathrm{{{3}}} = {0:.5f}_{{-{1:.5f}}} ^{{+{2:.5f}}}\"\n",
    "    txt = txt.format(mcmc[1], q[0], q[1], labels[i])\n",
    "    display(Math(txt))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 698.4x698.4 with 16 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import corner\n",
    "fig = corner.corner(samples, labels=[\"$log A$\", \"$log f_b$\", \"$alpha_H$\", \"$poisson$\"],\n",
    "                      truths=[m.values[0], m.values[1], m.values[2], m.values[3]])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#\n",
    "\n",
    "#\n",
    "\n",
    "#\n",
    "\n",
    "#\n",
    "\n",
    "#"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "def twi_minus_loglikelihood_nobreak(log_A,alpha,poisson):\n",
    "    alpha_L = 1.0\n",
    "    \n",
    "    perdata084 = pd.read_csv(\"perlist084.csv\")\n",
    "    f = perdata084['f']\n",
    "    per = perdata084['per']\n",
    "            \n",
    "    model = []\n",
    "    f_length = len(f)\n",
    "    for i in range(f_length):\n",
    "        model.append((f[i]**(-alpha))*(10**log_A)+poisson)\n",
    "     \n",
    "    \n",
    "    length = len(perdata084)\n",
    "    minus_log_p = 0\n",
    "    for i in range(length):\n",
    "        minus_log_p += (per[i]/model[i]+math.log(model[i]))\n",
    "    \n",
    "    \n",
    "    D = 2*minus_log_p\n",
    "    # print (D)\n",
    "    return D"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<hr>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<table>\n",
       "    <tr>\n",
       "        <td title=\"Minimum value of function\">FCN = 2267.828761006768</td>\n",
       "        <td title=\"Total number of call to FCN so far\">TOTAL NCALL = 139</td>\n",
       "        <td title=\"Number of call in last migrad\">NCALLS = 139</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td title=\"Estimated distance to minimum\">EDM = 9.108877174291006e-05</td>\n",
       "        <td title=\"Maximum EDM definition of convergence\">GOAL EDM = 1e-05</td>\n",
       "        <td title=\"Error def. Amount of increase in FCN to be defined as 1 standard deviation\">\n",
       "        UP = 1.0</td>\n",
       "    </tr>\n",
       "</table>\n",
       "<table>\n",
       "    <tr>\n",
       "        <td align=\"center\" title=\"Validity of the migrad call\">Valid</td>\n",
       "        <td align=\"center\" title=\"Validity of parameters\">Valid Param</td>\n",
       "        <td align=\"center\" title=\"Is Covariance matrix accurate?\">Accurate Covar</td>\n",
       "        <td align=\"center\" title=\"Positive definiteness of covariance matrix\">PosDef</td>\n",
       "        <td align=\"center\" title=\"Was covariance matrix made posdef by adding diagonal element\">Made PosDef</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "        <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "        <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "        <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "        <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td align=\"center\" title=\"Was last hesse call fail?\">Hesse Fail</td>\n",
       "        <td align=\"center\" title=\"Validity of covariance\">HasCov</td>\n",
       "        <td align=\"center\" title=\"Is EDM above goal EDM?\">Above EDM</td>\n",
       "        <td align=\"center\"></td>\n",
       "        <td align=\"center\" title=\"Did last migrad call reach max call limit?\">Reach calllim</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "        <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "        <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "        <td align=\"center\"></td>\n",
       "        <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "    </tr>\n",
       "</table>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<table>\n",
       "    <tr>\n",
       "        <td><a href=\"#\" onclick=\"$('#dVgARtZDTW').toggle()\">+</a></td>\n",
       "        <td title=\"Variable name\">Name</td>\n",
       "        <td title=\"Value of parameter\">Value</td>\n",
       "        <td title=\"Hesse error\">Hesse Error</td>\n",
       "        <td title=\"Minos lower error\">Minos Error-</td>\n",
       "        <td title=\"Minos upper error\">Minos Error+</td>\n",
       "        <td title=\"Lower limit of the parameter\">Limit-</td>\n",
       "        <td title=\"Upper limit of the parameter\">Limit+</td>\n",
       "        <td title=\"Is the parameter fixed in the fit\">Fixed?</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>0</td>\n",
       "        <td>log_A</td>\n",
       "        <td>-5.47271</td>\n",
       "        <td>0.449978</td>\n",
       "        <td></td>\n",
       "        <td></td>\n",
       "        <td>-10</td>\n",
       "        <td>-1</td>\n",
       "        <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>alpha</td>\n",
       "        <td>2.04771</td>\n",
       "        <td>0.135055</td>\n",
       "        <td></td>\n",
       "        <td></td>\n",
       "        <td>1</td>\n",
       "        <td>5</td>\n",
       "        <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>poisson</td>\n",
       "        <td>1.77217</td>\n",
       "        <td>0.113261</td>\n",
       "        <td></td>\n",
       "        <td></td>\n",
       "        <td>0</td>\n",
       "        <td>2</td>\n",
       "        <td>No</td>\n",
       "    </tr>\n",
       "</table>\n",
       "<pre id=\"dVgARtZDTW\" style=\"display:none;\">\n",
       "<textarea rows=\"12\" cols=\"50\" onclick=\"this.select()\" readonly>\n",
       "\\begin{tabular}{|c|r|r|r|r|r|r|r|c|}\n",
       "\\hline\n",
       " & Name & Value & Hesse Error & Minos Error- & Minos Error+ & Limit- & Limit+ & Fixed?\\\\\n",
       "\\hline\n",
       "0 & $log_{A}$ & -5.47271 & 0.449978 &  &  & -10.0 & -1 & No\\\\\n",
       "\\hline\n",
       "1 & $\\alpha$ & 2.04771 & 0.135055 &  &  & 1.0 & 5 & No\\\\\n",
       "\\hline\n",
       "2 & poisson & 1.77217 & 0.113261 &  &  & 0.0 & 2 & No\\\\\n",
       "\\hline\n",
       "\\end{tabular}\n",
       "</textarea>\n",
       "</pre>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<hr>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2267.828761006768\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<table>\n",
       "    <tr>\n",
       "        <td><a href=\"#\" onclick=\"$('#HCHPcaDXwt').toggle()\">+</a></td>\n",
       "        <td title=\"Variable name\">Name</td>\n",
       "        <td title=\"Value of parameter\">Value</td>\n",
       "        <td title=\"Hesse error\">Hesse Error</td>\n",
       "        <td title=\"Minos lower error\">Minos Error-</td>\n",
       "        <td title=\"Minos upper error\">Minos Error+</td>\n",
       "        <td title=\"Lower limit of the parameter\">Limit-</td>\n",
       "        <td title=\"Upper limit of the parameter\">Limit+</td>\n",
       "        <td title=\"Is the parameter fixed in the fit\">Fixed?</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>0</td>\n",
       "        <td>log_A</td>\n",
       "        <td>-5.47271</td>\n",
       "        <td>0.449978</td>\n",
       "        <td></td>\n",
       "        <td></td>\n",
       "        <td>-10</td>\n",
       "        <td>-1</td>\n",
       "        <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>alpha</td>\n",
       "        <td>2.04771</td>\n",
       "        <td>0.135055</td>\n",
       "        <td></td>\n",
       "        <td></td>\n",
       "        <td>1</td>\n",
       "        <td>5</td>\n",
       "        <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>poisson</td>\n",
       "        <td>1.77217</td>\n",
       "        <td>0.113261</td>\n",
       "        <td></td>\n",
       "        <td></td>\n",
       "        <td>0</td>\n",
       "        <td>2</td>\n",
       "        <td>No</td>\n",
       "    </tr>\n",
       "</table>\n",
       "<pre id=\"HCHPcaDXwt\" style=\"display:none;\">\n",
       "<textarea rows=\"12\" cols=\"50\" onclick=\"this.select()\" readonly>\n",
       "\\begin{tabular}{|c|r|r|r|r|r|r|r|c|}\n",
       "\\hline\n",
       " & Name & Value & Hesse Error & Minos Error- & Minos Error+ & Limit- & Limit+ & Fixed?\\\\\n",
       "\\hline\n",
       "0 & $log_{A}$ & -5.47271 & 0.449978 &  &  & -10.0 & -1 & No\\\\\n",
       "\\hline\n",
       "1 & $\\alpha$ & 2.04771 & 0.135055 &  &  & 1.0 & 5 & No\\\\\n",
       "\\hline\n",
       "2 & poisson & 1.77217 & 0.113261 &  &  & 0.0 & 2 & No\\\\\n",
       "\\hline\n",
       "\\end{tabular}\n",
       "</textarea>\n",
       "</pre>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "n=Minuit(twi_minus_loglikelihood_nobreak,log_A=-9,alpha=2.0,poisson=1.0,\n",
    "         error_log_A=0.1,error_alpha=0.01,error_poisson=0.01,\n",
    "         limit_log_A=(-10,-1),limit_alpha=(1.0,5.0),limit_poisson=(0,2),\n",
    "         errordef=1)\n",
    "\n",
    "n.migrad()\n",
    "\n",
    "print(n.fval)\n",
    "n.print_param()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "log_A,alpha,poisson = n.values[0],n.values[1],n.values[2]\n",
    "        \n",
    "model2 = []\n",
    "R_obs_2 = []\n",
    "T_SSE_obs_2 = 0\n",
    "f_length = len(f)\n",
    "for i in range(f_length):\n",
    "    model2.append((f[i]**(-alpha))*(10**log_A)+poisson)\n",
    "    R_obs_2.append(2*per[i]/model2[i])\n",
    "    T_SSE_obs_2 += (((per[i]-model2[i])/model2[i])**2)\n",
    "    \n",
    "plt.figure(figsize=(10,8))\n",
    "plt.loglog()\n",
    "plt.step(f, per, color=\"b\", alpha=0.5, linewidth=1)\n",
    "plt.plot(f, model2, color=\"r\", linewidth=1)\n",
    "plt.xlabel(\"frequency\",fontsize=13)\n",
    "plt.ylabel(\"power\",fontsize=13)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "T_R = 13.37810364233642\n",
      "T_SSE = 559.9278857111765\n"
     ]
    }
   ],
   "source": [
    "# 两个统计量\n",
    "T_R_obs_2 = max(R_obs_2)\n",
    "print (\"T_R =\", T_R_obs_2)\n",
    "print (\"T_SSE =\", T_SSE_obs_2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 模拟\n",
    "    \n",
    "# 5000条光变曲线\n",
    "\n",
    "df = 0.01/f_length\n",
    "N = 2*f_length\n",
    "\n",
    "\n",
    "counts_list_2=[None for i in range(5000)]\n",
    "for a in range(5000): \n",
    "    omega = []\n",
    "    POW = []\n",
    "    DFT = []\n",
    "    fr = []\n",
    "    fi = []\n",
    "    f1 = []\n",
    "    for j in range(1,N+1):\n",
    "        omega.append(j*df)\n",
    "        POW.append(((omega[-1]**(-alpha_L))/(1+(omega[-1]/(10**log_f_b))**(alpha_H-alpha_L)))*(10**log_A)+poisson)\n",
    "        DFT.append(complex(np.sqrt(POW[-1]*0.5),np.sqrt(POW[-1]*0.5)))\n",
    "        s1=np.random.normal(loc=0.0, scale=1.0, size=None)\n",
    "        s2=np.random.normal(loc=0.0, scale=1.0, size=None)\n",
    "        fr.append((DFT[-1].real)*s1)\n",
    "        fi.append((DFT[-1].imag)*s2)\n",
    "        f1.append(complex(fr[-1],fi[-1]))\n",
    "    counts = ifft(f1)\n",
    "    counts_list_2[a] = counts\n",
    "    \n",
    "    \n",
    "#周期图\n",
    "per_list_2=[None for i in range(5000)]\n",
    "TR_list_2=[]\n",
    "TSSE_list_2=[]\n",
    "n_TR_2 = 0\n",
    "n_TSSE_2 = 0\n",
    "\n",
    "for a in range(5000):\n",
    "    dft = fft(counts_list_2[a])\n",
    "    dft1 = dft[0:f_length]\n",
    "    per_simu = (abs(dft1)**2)\n",
    "    per_list_2[a] = per_simu\n",
    "    R_simu = []\n",
    "    T_SSE_simu = 0\n",
    "    for i in range(f_length):\n",
    "        R_simu.append(2*per_simu[i]/model[i])\n",
    "        T_SSE_simu += (((per_simu[i]-model[i])/model[i])**2)\n",
    "    TR_list_2.append(max(R_simu))\n",
    "    TSSE_list_2.append(T_SSE_simu)\n",
    "    if TR_list_2[-1]>T_R_obs_2:\n",
    "        n_TR_2 += 1\n",
    "    if TSSE_list_2[-1]>T_SSE_obs_2:\n",
    "        n_TSSE_2 += 1\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pc = n_TR_2/5000\n",
    "p_TR_2 = (\"%.2f\" % pc)\n",
    "fig = plt.figure(figsize=(10,8))\n",
    "ax = fig.add_subplot(111)\n",
    "plt.hist(TR_list_2, bins=20, density=True, color=\"b\", edgecolor='k')\n",
    "plt.axvline(T_R_obs_2, color=\"r\", linewidth=2)\n",
    "plt.text(0.9, 0.9,'p=%s'%p_TR_2, color='red', ha='center', transform=ax.transAxes, fontsize=20)\n",
    "ax.set_xlabel(\"$T_R\\ statistic$\",fontsize=15)\n",
    "ax.set_ylabel(\"Density\",fontsize=15)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pc = n_TSSE_2/5000\n",
    "p_TSSE_2 = (\"%.2f\" % pc)\n",
    "fig = plt.figure(figsize=(10,8))\n",
    "ax = fig.add_subplot(111)\n",
    "plt.hist(TSSE_list_2, bins=20, density=True, color=\"b\", edgecolor='k')\n",
    "plt.axvline(T_SSE_obs_2, color=\"r\", linewidth=2)\n",
    "plt.text(0.9,0.9,'p=%s'%p_TSSE_2, color='red', ha='center', transform=ax.transAxes, fontsize=20)\n",
    "ax.set_xlabel(\"$T_{SSE}\\ statistic$\",fontsize=15)\n",
    "ax.set_ylabel(\"Density\",fontsize=15)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 对无截断幂律谱尝试emcee\n",
    "\n",
    "# 均匀先验\n",
    "\n",
    "def lnprior_nobreak(theta):\n",
    "    log_A,alpha,poisson = theta\n",
    "    if -10 < log_A < -1 and 1.0 < alpha < 5.0 and 0.0 < poisson < 3.0:\n",
    "        return 0.0\n",
    "    return -np.inf\n",
    "\n",
    "# 后验概率？\n",
    "\n",
    "def lnprob_nobreak(theta):\n",
    "    log_A,alpha,poisson = theta\n",
    "    lp = lnprior_nobreak(theta)\n",
    "    if not np.isfinite(lp):\n",
    "        return -np.inf\n",
    "    return (lp - 0.5* twi_minus_loglikelihood_nobreak(log_A,alpha,poisson))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[##############################]\n",
      "Serial took 528.8 seconds\n"
     ]
    }
   ],
   "source": [
    "# emcee\n",
    "\n",
    "ndim, nwalkers = 3, 100\n",
    "pos = [[n.values[0],n.values[1],n.values[2]] + 1e-4*np.random.randn(ndim) for i in range(nwalkers)]\n",
    "sampler_nobreak = emcee.EnsembleSampler(nwalkers, ndim, lnprob_nobreak)\n",
    "\n",
    "\n",
    "# 显示进度并记录时间\n",
    "import sys\n",
    "\n",
    "nsteps = 500\n",
    "width = 30\n",
    "start = time.time()\n",
    "for i, result in enumerate(sampler_nobreak.sample(pos, iterations=nsteps)):\n",
    "    z = int((width+1) * float(i) / nsteps)\n",
    "    sys.stdout.write(\"\\r[{0}{1}]\".format('#' * z, ' ' * (width - z)))\n",
    "sys.stdout.write(\"\\n\")\n",
    "end = time.time()\n",
    "multi_time = end - start\n",
    "print(\"Serial took {0:.1f} seconds\".format(multi_time))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x504 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(3, figsize=(10, 7), sharex=True)\n",
    "samples_nobreak = sampler_nobreak.chain\n",
    "labels = [\"log_A\", \"alpha\",\"poisson\"]\n",
    "for i in range(ndim):\n",
    "    ax = axes[i]\n",
    "    ax.plot(np.transpose(samples_nobreak[:,:,i]), \"k\", alpha=0.3)\n",
    "    ax.set_xlim(0, len(samples_nobreak[1]))\n",
    "    ax.set_ylabel(labels[i])\n",
    "    ax.yaxis.set_label_coords(-0.1, 0.5)\n",
    "\n",
    "axes[-1].set_xlabel(\"step number\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/latex": [
       "$$\\mathrm{log_A} = -5.5497748_{-0.4991190}^{+0.4609450}$$"
      ],
      "text/plain": [
       "<IPython.core.display.Math object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/latex": [
       "$$\\mathrm{alpha} = 2.0705643_{-0.1379779}^{+0.1490459}$$"
      ],
      "text/plain": [
       "<IPython.core.display.Math object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/latex": [
       "$$\\mathrm{poisson} = 1.7855617_{-0.1128416}^{+0.1161225}$$"
      ],
      "text/plain": [
       "<IPython.core.display.Math object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "samples_nobreak = sampler_nobreak.chain[:, 100:, :].reshape((-1, ndim))\n",
    "labels = [\"log_A\", \"alpha\",\"poisson\"]\n",
    "\n",
    "from IPython.display import display, Math\n",
    "\n",
    "for i in range(ndim):\n",
    "    mcmc = np.percentile(samples_nobreak[:, i], [16, 50, 84])\n",
    "    q = np.diff(mcmc)\n",
    "    txt = \"\\mathrm{{{3}}} = {0:.7f}_{{-{1:.7f}}}^{{+{2:.7f}}}\"\n",
    "    txt = txt.format(mcmc[1], q[0], q[1], labels[i])\n",
    "    display(Math(txt))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 547.2x547.2 with 9 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import corner\n",
    "fig = corner.corner(samples_nobreak, labels=[\"$logA$\", \"$alpha$\", \"$poisson$\"],\n",
    "                      truths=[n.values[0], n.values[1], n.values[2]])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "\n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2.935703936966547\n"
     ]
    }
   ],
   "source": [
    "# LRT statistic\n",
    "T = n.fval-m.fval\n",
    "print(T)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import scipy.stats as stats\n",
    "\n",
    "p = stats.chi2.pdf(T,1)\n",
    "p1 = (\"%.3f\" % p)\n",
    "plt.figure(figsize=(10,8))\n",
    "plt.plot(np.linspace(0,25,100),stats.chi2.pdf(np.linspace(0,25,100),df=1))\n",
    "plt.axvline(T,color=\"r\")\n",
    "plt.text(0.2,1.8,'p=%s'%p1,color='red',ha='center',transform=ax.transAxes,fontsize=13)\n",
    "plt.xlabel(\"LRT statistic\",fontsize=13)\n",
    "plt.ylabel(\"density\",fontsize=13)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
